Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	38576
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.1 MiB
Average record size in memory	871.5 B

Variable types

Numeric	9
Categorical	10
DateTime	4

Alerts

`application_type` has constant value "INDIVIDUAL"	Constant
`grade` is highly overall correlated with `int_rate` and 1 other fields	High correlation
`id` is highly overall correlated with `member_id`	High correlation
`installment` is highly overall correlated with `loan_amount` and 1 other fields	High correlation
`int_rate` is highly overall correlated with `grade` and 1 other fields	High correlation
`loan_amount` is highly overall correlated with `installment` and 1 other fields	High correlation
`member_id` is highly overall correlated with `id`	High correlation
`sub_grade` is highly overall correlated with `grade` and 1 other fields	High correlation
`total_payment` is highly overall correlated with `installment` and 1 other fields	High correlation
`loan_status` is highly imbalanced (52.0%)	Imbalance
`annual_income` is highly skewed (γ1 = 31.074172)	Skewed
`id` has unique values	Unique
`member_id` has unique values	Unique

Reproduction

Analysis started	2024-09-09 20:06:22.627662
Analysis finished	2024-09-09 20:06:36.312194
Duration	13.68 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

id
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38576
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	681037.06

Minimum	54734
Maximum	1077501
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	54734
5-th percentile	371014
Q1	513517
median	662728
Q3	836506
95-th percentile	1040057.2
Maximum	1077501
Range	1022767
Interquartile range (IQR)	322989

Descriptive statistics

Standard deviation	211324.58
Coefficient of variation (CV)	0.31029821
Kurtosis	-0.73078462
Mean	681037.06
Median Absolute Deviation (MAD)	160285
Skewness	0.086652826
Sum	2.6271686 × 10¹⁰
Variance	4.4658077 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1077430	1	< 0.1%
317833	1	< 0.1%
477433	1	< 0.1%
478263	1	< 0.1%
443318	1	< 0.1%
548105	1	< 0.1%
720941	1	< 0.1%
640319	1	< 0.1%
366380	1	< 0.1%
454773	1	< 0.1%
Other values (38566)	38566	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54734	1	< 0.1%
55742	1	< 0.1%
57245	1	< 0.1%
57416	1	< 0.1%
58915	1	< 0.1%
59006	1	< 0.1%
61390	1	< 0.1%
61419	1	< 0.1%
62102	1	< 0.1%
65426	1	< 0.1%

Value	Count	Frequency (%)
1077501	1	< 0.1%
1077430	1	< 0.1%
1077175	1	< 0.1%
1076863	1	< 0.1%
1075358	1	< 0.1%
1075269	1	< 0.1%
1072053	1	< 0.1%
1071795	1	< 0.1%
1071570	1	< 0.1%
1070078	1	< 0.1%

address_state
Categorical

Distinct	50
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

CA	6894
NY	3701
FL	2773
TX	2664
NJ	1822
Other values (45)	20722

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	77152
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GA
2nd row	CA
3rd row	CA
4th row	TX
5th row	IL

Common Values

Value	Count	Frequency (%)
CA	6894	17.9%
NY	3701	9.6%
FL	2773	7.2%
TX	2664	6.9%
NJ	1822	4.7%
IL	1486	3.9%
PA	1482	3.8%
VA	1375	3.6%
GA	1355	3.5%
MA	1310	3.4%
Other values (40)	13714	35.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ca	6894	17.9%
ny	3701	9.6%
fl	2773	7.2%
tx	2664	6.9%
nj	1822	4.7%
il	1486	3.9%
pa	1482	3.8%
va	1375	3.6%
ga	1355	3.5%
ma	1310	3.4%
Other values (40)	13714	35.6%

Most occurring characters

Value	Count	Frequency (%)
A	15231	19.7%
C	9831	12.7%
N	7731	10.0%
L	5117	6.6%
M	4558	5.9%
Y	4100	5.3%
T	3796	4.9%
O	3347	4.3%
I	3003	3.9%
F	2773	3.6%
Other values (14)	17665	22.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	77152	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	15231	19.7%
C	9831	12.7%
N	7731	10.0%
L	5117	6.6%
M	4558	5.9%
Y	4100	5.3%
T	3796	4.9%
O	3347	4.3%
I	3003	3.9%
F	2773	3.6%
Other values (14)	17665	22.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77152	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	15231	19.7%
C	9831	12.7%
N	7731	10.0%
L	5117	6.6%
M	4558	5.9%
Y	4100	5.3%
T	3796	4.9%
O	3347	4.3%
I	3003	3.9%
F	2773	3.6%
Other values (14)	17665	22.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77152	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	15231	19.7%
C	9831	12.7%
N	7731	10.0%
L	5117	6.6%
M	4558	5.9%
Y	4100	5.3%
T	3796	4.9%
O	3347	4.3%
I	3003	3.9%
F	2773	3.6%
Other values (14)	17665	22.9%

application_type
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

INDIVIDUAL	38576

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	385760
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	38576	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	38576	100.0%

Most occurring characters

Value	Count	Frequency (%)
I	115728	30.0%
D	77152	20.0%
N	38576	10.0%
V	38576	10.0%
U	38576	10.0%
A	38576	10.0%
L	38576	10.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	385760	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	115728	30.0%
D	77152	20.0%
N	38576	10.0%
V	38576	10.0%
U	38576	10.0%
A	38576	10.0%
L	38576	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	385760	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	115728	30.0%
D	77152	20.0%
N	38576	10.0%
V	38576	10.0%
U	38576	10.0%
A	38576	10.0%
L	38576	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	385760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	115728	30.0%
D	77152	20.0%
N	38576	10.0%
V	38576	10.0%
U	38576	10.0%
A	38576	10.0%
L	38576	10.0%

emp_length
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 MiB

10+ years	8870
< 1 year	4575
2 years	4382
3 years	4088
4 years	3428
Other values (6)	13233

Length

Max length	9
Median length	7
Mean length	7.4947636
Min length	6

Characters and Unicode

Total characters	289118
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	< 1 year
2nd row	9 years
3rd row	4 years
4th row	< 1 year
5th row	10+ years

Common Values

Value	Count	Frequency (%)
10+ years	8870	23.0%
< 1 year	4575	11.9%
2 years	4382	11.4%
3 years	4088	10.6%
4 years	3428	8.9%
5 years	3273	8.5%
1 year	3229	8.4%
6 years	2228	5.8%
7 years	1772	4.6%
8 years	1476	3.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	30772	37.7%
10	8870	10.9%
1	7804	9.5%
year	7804	9.5%
	4575	5.6%
2	4382	5.4%
3	4088	5.0%
4	3428	4.2%
5	3273	4.0%
6	2228	2.7%
Other values (3)	4503	5.5%

Most occurring characters

Value	Count	Frequency (%)
	43151	14.9%
y	38576	13.3%
e	38576	13.3%
a	38576	13.3%
r	38576	13.3%
s	30772	10.6%
1	16674	5.8%
0	8870	3.1%
+	8870	3.1%
<	4575	1.6%
Other values (8)	21902	7.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	185076	64.0%
Decimal Number	47446	16.4%
Space Separator	43151	14.9%
Math Symbol	13445	4.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	16674	35.1%
0	8870	18.7%
2	4382	9.2%
3	4088	8.6%
4	3428	7.2%
5	3273	6.9%
6	2228	4.7%
7	1772	3.7%
8	1476	3.1%
9	1255	2.6%

Lowercase Letter

Value	Count	Frequency (%)
y	38576	20.8%
e	38576	20.8%
a	38576	20.8%
r	38576	20.8%
s	30772	16.6%

Math Symbol

Value	Count	Frequency (%)
+	8870	66.0%
<	4575	34.0%

Space Separator

Value	Count	Frequency (%)
	43151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	185076	64.0%
Common	104042	36.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	43151	41.5%
1	16674	16.0%
0	8870	8.5%
+	8870	8.5%
<	4575	4.4%
2	4382	4.2%
3	4088	3.9%
4	3428	3.3%
5	3273	3.1%
6	2228	2.1%
Other values (3)	4503	4.3%

Latin

Value	Count	Frequency (%)
y	38576	20.8%
e	38576	20.8%
a	38576	20.8%
r	38576	20.8%
s	30772	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	289118	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	43151	14.9%
y	38576	13.3%
e	38576	13.3%
a	38576	13.3%
r	38576	13.3%
s	30772	10.6%
1	16674	5.8%
0	8870	3.1%
+	8870	3.1%
<	4575	1.6%
Other values (8)	21902	7.6%

grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

B	11674
A	9689
C	7904
D	5182
E	2786
Other values (2)	1341

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38576
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	E
3rd row	C
4th row	B
5th row	A

Common Values

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b	11674	30.3%
a	9689	25.1%
c	7904	20.5%
d	5182	13.4%
e	2786	7.2%
f	1028	2.7%
g	313	0.8%

Most occurring characters

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	38576	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38576	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38576	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

home_ownership
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

RENT	18439
MORTGAGE	17198
OWN	2838
OTHER	98
NONE	3

Length

Max length	8
Median length	5
Mean length	5.7122563
Min length	3

Characters and Unicode

Total characters	220356
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	RENT
3rd row	RENT
4th row	MORTGAGE
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
RENT	18439	47.8%
MORTGAGE	17198	44.6%
OWN	2838	7.4%
OTHER	98	0.3%
NONE	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rent	18439	47.8%
mortgage	17198	44.6%
own	2838	7.4%
other	98	0.3%
none	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	35738	16.2%
R	35735	16.2%
T	35735	16.2%
G	34396	15.6%
N	21283	9.7%
O	20137	9.1%
M	17198	7.8%
A	17198	7.8%
W	2838	1.3%
H	98	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	220356	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	35738	16.2%
R	35735	16.2%
T	35735	16.2%
G	34396	15.6%
N	21283	9.7%
O	20137	9.1%
M	17198	7.8%
A	17198	7.8%
W	2838	1.3%
H	98	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	220356	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	35738	16.2%
R	35735	16.2%
T	35735	16.2%
G	34396	15.6%
N	21283	9.7%
O	20137	9.1%
M	17198	7.8%
A	17198	7.8%
W	2838	1.3%
H	98	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	220356	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	35738	16.2%
R	35735	16.2%
T	35735	16.2%
G	34396	15.6%
N	21283	9.7%
O	20137	9.1%
M	17198	7.8%
A	17198	7.8%
W	2838	1.3%
H	98	< 0.1%

issue_date
Date

Distinct	65
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	301.5 KiB

Minimum	2021-01-01 00:00:00
Maximum	2021-12-12 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

last_credit_pull_date
Date

Distinct	107
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	301.5 KiB

Minimum	2021-01-13 00:00:00
Maximum	2022-01-20 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

last_payment_date
Date

Distinct	102
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	301.5 KiB

Minimum	2021-01-13 00:00:00
Maximum	2021-12-15 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

loan_status
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Fully Paid	32145
Charged Off	5333
Current	1098

Length

Max length	11
Median length	10
Mean length	10.052857
Min length	7

Characters and Unicode

Total characters	387799
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Charged Off
2nd row	Fully Paid
3rd row	Charged Off
4th row	Fully Paid
5th row	Fully Paid

Common Values

Value	Count	Frequency (%)
Fully Paid	32145	83.3%
Charged Off	5333	13.8%
Current	1098	2.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fully	32145	42.3%
paid	32145	42.3%
charged	5333	7.0%
off	5333	7.0%
current	1098	1.4%

Most occurring characters

Value	Count	Frequency (%)
l	64290	16.6%
	37478	9.7%
a	37478	9.7%
d	37478	9.7%
u	33243	8.6%
F	32145	8.3%
y	32145	8.3%
P	32145	8.3%
i	32145	8.3%
f	10666	2.8%
Other values (8)	38586	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	274267	70.7%
Uppercase Letter	76054	19.6%
Space Separator	37478	9.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	64290	23.4%
a	37478	13.7%
d	37478	13.7%
u	33243	12.1%
y	32145	11.7%
i	32145	11.7%
f	10666	3.9%
r	7529	2.7%
e	6431	2.3%
g	5333	1.9%
Other values (3)	7529	2.7%

Uppercase Letter

Value	Count	Frequency (%)
F	32145	42.3%
P	32145	42.3%
C	6431	8.5%
O	5333	7.0%

Space Separator

Value	Count	Frequency (%)
	37478	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	350321	90.3%
Common	37478	9.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	64290	18.4%
a	37478	10.7%
d	37478	10.7%
u	33243	9.5%
F	32145	9.2%
y	32145	9.2%
P	32145	9.2%
i	32145	9.2%
f	10666	3.0%
r	7529	2.1%
Other values (7)	31057	8.9%

Common

Value	Count	Frequency (%)
	37478	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	387799	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	64290	16.6%
	37478	9.7%
a	37478	9.7%
d	37478	9.7%
u	33243	8.6%
F	32145	8.3%
y	32145	8.3%
P	32145	8.3%
i	32145	8.3%
f	10666	2.8%
Other values (8)	38586	9.9%

next_payment_date
Date

Distinct	102
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	301.5 KiB

Minimum	2021-02-13 00:00:00
Maximum	2022-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

member_id
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	38576
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	847651.51

Minimum	70699
Maximum	1314167
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	70699
5-th percentile	385926.5
Q1	662978.75
median	847356.5
Q3	1045652.5
95-th percentile	1269618.5
Maximum	1314167
Range	1243468
Interquartile range (IQR)	382673.75

Descriptive statistics

Standard deviation	266810.46
Coefficient of variation (CV)	0.31476433
Kurtosis	-0.5759103
Mean	847651.51
Median Absolute Deviation (MAD)	192255.5
Skewness	-0.20399343
Sum	3.2699005 × 10¹⁰
Variance	7.118782 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1314167	1	< 0.1%
317830	1	< 0.1%
605588	1	< 0.1%
607168	1	< 0.1%
539366	1	< 0.1%
706707	1	< 0.1%
915440	1	< 0.1%
819682	1	< 0.1%
377345	1	< 0.1%
563479	1	< 0.1%
Other values (38566)	38566	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70699	1	< 0.1%
73673	1	< 0.1%
74724	1	< 0.1%
76583	1	< 0.1%
80353	1	< 0.1%
80364	1	< 0.1%
84914	1	< 0.1%
85483	1	< 0.1%
86999	1	< 0.1%
89243	1	< 0.1%

Value	Count	Frequency (%)
1314167	1	< 0.1%
1313524	1	< 0.1%
1311748	1	< 0.1%
1311441	1	< 0.1%
1306957	1	< 0.1%
1306721	1	< 0.1%
1305201	1	< 0.1%
1305008	1	< 0.1%
1304956	1	< 0.1%
1304884	1	< 0.1%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

Debt consolidation	18214
credit card	4998
other	3824
home improvement	2876
major purchase	2110
Other values (9)	6554

Length

Max length	18
Median length	16
Mean length	13.764906
Min length	3

Characters and Unicode

Total characters	530995
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	car
2nd row	car
3rd row	car
4th row	car
5th row	car

Common Values

Value	Count	Frequency (%)
Debt consolidation	18214	47.2%
credit card	4998	13.0%
other	3824	9.9%
home improvement	2876	7.5%
major purchase	2110	5.5%
small business	1776	4.6%
car	1497	3.9%
wedding	928	2.4%
medical	667	1.7%
moving	559	1.4%
Other values (4)	1127	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debt	18214	26.6%
consolidation	18214	26.6%
credit	4998	7.3%
card	4998	7.3%
other	3824	5.6%
home	2876	4.2%
improvement	2876	4.2%
major	2110	3.1%
purchase	2110	3.1%
business	1776	2.6%
Other values (9)	6554	9.6%

Most occurring characters

Value	Count	Frequency (%)
o	67920	12.8%
i	48899	9.2%
t	48793	9.2%
n	43422	8.2%
e	42296	8.0%
c	33151	6.2%
a	32800	6.2%
d	31048	5.8%
	29974	5.6%
s	27794	5.2%
Other values (14)	124898	23.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	482713	90.9%
Space Separator	29974	5.6%
Uppercase Letter	18214	3.4%
Connector Punctuation	94	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	67920	14.1%
i	48899	10.1%
t	48793	10.1%
n	43422	9.0%
e	42296	8.8%
c	33151	6.9%
a	32800	6.8%
d	31048	6.4%
s	27794	5.8%
l	22842	4.7%
Other values (11)	83748	17.3%

Space Separator

Value	Count	Frequency (%)
	29974	100.0%

Uppercase Letter

Value	Count	Frequency (%)
D	18214	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	94	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	500927	94.3%
Common	30068	5.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	67920	13.6%
i	48899	9.8%
t	48793	9.7%
n	43422	8.7%
e	42296	8.4%
c	33151	6.6%
a	32800	6.5%
d	31048	6.2%
s	27794	5.5%
l	22842	4.6%
Other values (12)	101962	20.4%

Common

Value	Count	Frequency (%)
	29974	99.7%
_	94	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	530995	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	67920	12.8%
i	48899	9.2%
t	48793	9.2%
n	43422	8.2%
e	42296	8.0%
c	33151	6.2%
a	32800	6.2%
d	31048	5.8%
	29974	5.6%
s	27794	5.2%
Other values (14)	124898	23.5%

sub_grade
Categorical

HIGH CORRELATION

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 MiB

B3	2834
A4	2803
A5	2654
B5	2644
B4	2455
Other values (30)	25186

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	77152
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C4
2nd row	E1
3rd row	C5
4th row	B2
5th row	A1

Common Values

Value	Count	Frequency (%)
B3	2834	7.3%
A4	2803	7.3%
A5	2654	6.9%
B5	2644	6.9%
B4	2455	6.4%
C1	2089	5.4%
B2	1990	5.2%
C2	1972	5.1%
B1	1751	4.5%
A3	1740	4.5%
Other values (25)	15644	40.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b3	2834	7.3%
a4	2803	7.3%
a5	2654	6.9%
b5	2644	6.9%
b4	2455	6.4%
c1	2089	5.4%
b2	1990	5.2%
c2	1972	5.1%
b1	1751	4.5%
a3	1740	4.5%
Other values (25)	15644	40.6%

Most occurring characters

Value	Count	Frequency (%)
B	11674	15.1%
A	9689	12.6%
4	8087	10.5%
3	7976	10.3%
C	7904	10.2%
5	7855	10.2%
2	7677	10.0%
1	6981	9.0%
D	5182	6.7%
E	2786	3.6%
Other values (2)	1341	1.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	38576	50.0%
Decimal Number	38576	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Decimal Number

Value	Count	Frequency (%)
4	8087	21.0%
3	7976	20.7%
5	7855	20.4%
2	7677	19.9%
1	6981	18.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	38576	50.0%
Common	38576	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	11674	30.3%
A	9689	25.1%
C	7904	20.5%
D	5182	13.4%
E	2786	7.2%
F	1028	2.7%
G	313	0.8%

Common

Value	Count	Frequency (%)
4	8087	21.0%
3	7976	20.7%
5	7855	20.4%
2	7677	19.9%
1	6981	18.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77152	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	11674	15.1%
A	9689	12.6%
4	8087	10.5%
3	7976	10.3%
C	7904	10.2%
5	7855	10.2%
2	7677	10.0%
1	6981	9.0%
D	5182	6.7%
E	2786	3.6%
Other values (2)	1341	1.7%

term
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

36 months	28237
60 months	10339

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	385760
Distinct characters	10
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	60 months
2nd row	36 months
3rd row	36 months
4th row	60 months
5th row	36 months

Common Values

Value	Count	Frequency (%)
36 months	28237	73.2%
60 months	10339	26.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
months	38576	50.0%
36	28237	36.6%
60	10339	13.4%

Most occurring characters

Value	Count	Frequency (%)
	77152	20.0%
6	38576	10.0%
m	38576	10.0%
o	38576	10.0%
n	38576	10.0%
t	38576	10.0%
h	38576	10.0%
s	38576	10.0%
3	28237	7.3%
0	10339	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	231456	60.0%
Space Separator	77152	20.0%
Decimal Number	77152	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	38576	16.7%
o	38576	16.7%
n	38576	16.7%
t	38576	16.7%
h	38576	16.7%
s	38576	16.7%

Decimal Number

Value	Count	Frequency (%)
6	38576	50.0%
3	28237	36.6%
0	10339	13.4%

Space Separator

Value	Count	Frequency (%)
	77152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	231456	60.0%
Common	154304	40.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	38576	16.7%
o	38576	16.7%
n	38576	16.7%
t	38576	16.7%
h	38576	16.7%
s	38576	16.7%

Common

Value	Count	Frequency (%)
	77152	50.0%
6	38576	25.0%
3	28237	18.3%
0	10339	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	385760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	77152	20.0%
6	38576	10.0%
m	38576	10.0%
o	38576	10.0%
n	38576	10.0%
t	38576	10.0%
h	38576	10.0%
s	38576	10.0%
3	28237	7.3%
0	10339	2.7%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Not Verified	16464
Verified	12335
Source Verified	9777

Length

Max length	15
Median length	12
Mean length	11.48131
Min length	8

Characters and Unicode

Total characters	442903
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Source Verified
2nd row	Source Verified
3rd row	Not Verified
4th row	Source Verified
5th row	Verified

Common Values

Value	Count	Frequency (%)
Not Verified	16464	42.7%
Verified	12335	32.0%
Source Verified	9777	25.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	38576	59.5%
not	16464	25.4%
source	9777	15.1%

Most occurring characters

Value	Count	Frequency (%)
e	86929	19.6%
i	77152	17.4%
r	48353	10.9%
V	38576	8.7%
f	38576	8.7%
d	38576	8.7%
o	26241	5.9%
	26241	5.9%
N	16464	3.7%
t	16464	3.7%
Other values (3)	29331	6.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	351845	79.4%
Uppercase Letter	64817	14.6%
Space Separator	26241	5.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	86929	24.7%
i	77152	21.9%
r	48353	13.7%
f	38576	11.0%
d	38576	11.0%
o	26241	7.5%
t	16464	4.7%
u	9777	2.8%
c	9777	2.8%

Uppercase Letter

Value	Count	Frequency (%)
V	38576	59.5%
N	16464	25.4%
S	9777	15.1%

Space Separator

Value	Count	Frequency (%)
	26241	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	416662	94.1%
Common	26241	5.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	86929	20.9%
i	77152	18.5%
r	48353	11.6%
V	38576	9.3%
f	38576	9.3%
d	38576	9.3%
o	26241	6.3%
N	16464	4.0%
t	16464	4.0%
S	9777	2.3%
Other values (2)	19554	4.7%

Common

Value	Count	Frequency (%)
	26241	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	442903	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	86929	19.6%
i	77152	17.4%
r	48353	10.9%
V	38576	8.7%
f	38576	8.7%
d	38576	8.7%
o	26241	5.9%
	26241	5.9%
N	16464	3.7%
t	16464	3.7%
Other values (3)	29331	6.6%

annual_income
Real number (ℝ)

SKEWED

Distinct	5096
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69644.54

Minimum	4000
Maximum	6000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	4000
5-th percentile	24000
Q1	41500
median	60000
Q3	83200.5
95-th percentile	144000
Maximum	6000000
Range	5996000
Interquartile range (IQR)	41700.5

Descriptive statistics

Standard deviation	64293.681
Coefficient of variation (CV)	0.92316901
Kurtosis	2296.4627
Mean	69644.54
Median Absolute Deviation (MAD)	20000
Skewness	31.074172
Sum	2.6866078 × 10⁹
Variance	4.1336774 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	1471	3.8%
50000	1033	2.7%
40000	859	2.2%
45000	810	2.1%
75000	802	2.1%
65000	794	2.1%
30000	790	2.0%
70000	721	1.9%
48000	697	1.8%
80000	651	1.7%
Other values (5086)	29948	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4000	1	< 0.1%
4080	1	< 0.1%
4200	1	< 0.1%
4800	3	< 0.1%
4888	1	< 0.1%
5000	1	< 0.1%
5500	1	< 0.1%
6000	5	< 0.1%
7000	1	< 0.1%
7200	3	< 0.1%

Value	Count	Frequency (%)
6000000	1	< 0.1%
3900000	1	< 0.1%
2039784	1	< 0.1%
1900000	1	< 0.1%
1782000	1	< 0.1%
1440000	1	< 0.1%
1362000	1	< 0.1%
1250000	1	< 0.1%
1200000	4	< 0.1%
1176000	1	< 0.1%

dti
Real number (ℝ)

Distinct	2863
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13327433

Minimum	0
Maximum	0.2999
Zeros	173
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0215
Q1	0.0821
median	0.1342
Q3	0.1859
95-th percentile	0.2383
Maximum	0.2999
Range	0.2999
Interquartile range (IQR)	0.1038

Descriptive statistics

Standard deviation	0.066661553
Coefficient of variation (CV)	0.50018299
Kurtosis	-0.84842441
Mean	0.13327433
Median Absolute Deviation (MAD)	0.0519
Skewness	-0.029921136
Sum	5141.1906
Variance	0.0044437627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	173	0.4%
0.12	48	0.1%
0.18	44	0.1%
0.192	40	0.1%
0.168	38	0.1%
0.132	38	0.1%
0.1248	38	0.1%
0.1429	36	0.1%
0.135	35	0.1%
0.15	35	0.1%
Other values (2853)	38051	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	173	0.4%
0.0001	3	< 0.1%
0.0002	5	< 0.1%
0.0003	2	< 0.1%
0.0004	3	< 0.1%
0.0005	1	< 0.1%
0.0006	1	< 0.1%
0.0007	5	< 0.1%
0.0008	5	< 0.1%
0.0009	3	< 0.1%

Value	Count	Frequency (%)
0.2999	1	< 0.1%
0.2995	1	< 0.1%
0.2993	3	< 0.1%
0.2992	2	< 0.1%
0.2989	1	< 0.1%
0.2988	1	< 0.1%
0.2986	1	< 0.1%
0.2985	1	< 0.1%
0.2983	1	< 0.1%
0.2982	1	< 0.1%

installment
Real number (ℝ)

HIGH CORRELATION

Distinct	15132
Distinct (%)	39.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	326.86297

Minimum	15.69
Maximum	1305.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	15.69
5-th percentile	73.68
Q1	168.45
median	283.045
Q3	434.4425
95-th percentile	767.6725
Maximum	1305.19
Range	1289.5
Interquartile range (IQR)	265.9925

Descriptive statistics

Standard deviation	209.092
Coefficient of variation (CV)	0.63969315
Kurtosis	1.2221012
Mean	326.86297
Median Absolute Deviation (MAD)	123.615
Skewness	1.1204475
Sum	12609066
Variance	43719.465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
311.11	68	0.2%
311.02	54	0.1%
180.96	53	0.1%
150.8	46	0.1%
368.45	45	0.1%
372.12	44	0.1%
330.76	42	0.1%
339.31	42	0.1%
186.61	41	0.1%
317.72	41	0.1%
Other values (15122)	38100	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.69	1	< 0.1%
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.74	1	< 0.1%
21.81	1	< 0.1%

Value	Count	Frequency (%)
1305.19	1	< 0.1%
1302.69	1	< 0.1%
1295.21	1	< 0.1%
1288.1	2	< 0.1%
1283.5	1	< 0.1%
1276.6	3	< 0.1%
1272.2	1	< 0.1%
1269.73	4	< 0.1%
1265.16	1	< 0.1%
1263.23	1	< 0.1%

int_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	371
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12048831

Minimum	0.0542
Maximum	0.2459
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	0.0542
5-th percentile	0.0639
Q1	0.0932
median	0.1186
Q3	0.1459
95-th percentile	0.1862
Maximum	0.2459
Range	0.1917
Interquartile range (IQR)	0.0527

Descriptive statistics

Standard deviation	0.037164121
Coefficient of variation (CV)	0.30844586
Kurtosis	-0.43809842
Mean	0.12048831
Median Absolute Deviation (MAD)	0.0261
Skewness	0.29226418
Sum	4647.9572
Variance	0.0013811719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1099	932	2.4%
0.1349	811	2.1%
0.1149	796	2.1%
0.0751	755	2.0%
0.0788	701	1.8%
0.0749	633	1.6%
0.1171	589	1.5%
0.0999	583	1.5%
0.079	559	1.4%
0.0542	524	1.4%
Other values (361)	31693	82.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0542	524	1.4%
0.0579	390	1.0%
0.0599	328	0.9%
0.06	18	< 0.1%
0.0603	413	1.1%
0.0617	238	0.6%
0.0639	54	0.1%
0.0654	303	0.8%
0.0662	376	1.0%
0.0676	159	0.4%

Value	Count	Frequency (%)
0.2459	1	< 0.1%
0.244	1	< 0.1%
0.2411	3	< 0.1%
0.2391	11	< 0.1%
0.2359	4	< 0.1%
0.2352	9	< 0.1%
0.2322	9	< 0.1%
0.2313	9	< 0.1%
0.2294	2	< 0.1%
0.2285	8	< 0.1%

loan_amount
Real number (ℝ)

HIGH CORRELATION

Distinct	880
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11296.067

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	500
5-th percentile	2400
Q1	5500
median	10000
Q3	15000
95-th percentile	25000
Maximum	35000
Range	34500
Interquartile range (IQR)	9500

Descriptive statistics

Standard deviation	7460.746
Coefficient of variation (CV)	0.6604729
Kurtosis	0.74696983
Mean	11296.067
Median Absolute Deviation (MAD)	5000
Skewness	1.0507752
Sum	4.3575708 × 10⁸
Variance	55662731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	2761	7.2%
12000	2295	5.9%
5000	1977	5.1%
15000	1860	4.8%
6000	1852	4.8%
20000	1597	4.1%
8000	1538	4.0%
25000	1369	3.5%
4000	1090	2.8%
7000	989	2.6%
Other values (870)	21248	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	5	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
950	1	< 0.1%
1000	267	0.7%
1050	4	< 0.1%
1075	1	< 0.1%

Value	Count	Frequency (%)
35000	668	1.7%
34800	2	< 0.1%
34675	1	< 0.1%
34525	1	< 0.1%
34475	5	< 0.1%
34200	1	< 0.1%
34000	15	< 0.1%
33950	7	< 0.1%
33600	6	< 0.1%
33500	2	< 0.1%

total_acc
Real number (ℝ)

Distinct	82
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.132544

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	14
median	20
Q3	29
95-th percentile	43
Maximum	90
Range	88
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.392282
Coefficient of variation (CV)	0.51472991
Kurtosis	0.68497835
Mean	22.132544
Median Absolute Deviation (MAD)	7
Skewness	0.82314059
Sum	853785
Variance	129.78409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	1435	3.7%
15	1420	3.7%
17	1408	3.6%
14	1405	3.6%
20	1398	3.6%
18	1386	3.6%
21	1364	3.5%
13	1340	3.5%
19	1310	3.4%
12	1283	3.3%
Other values (72)	24827	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	< 0.1%
3	172	0.4%
4	401	1.0%
5	531	1.4%
6	655	1.7%
7	802	2.1%
8	973	2.5%
9	1040	2.7%
10	1140	3.0%
11	1225	3.2%

Value	Count	Frequency (%)
90	1	< 0.1%
87	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%
79	2	< 0.1%
78	1	< 0.1%
77	1	< 0.1%
76	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%

total_payment
Real number (ℝ)

HIGH CORRELATION

Distinct	19525
Distinct (%)	50.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12263.349

Minimum	34
Maximum	58564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	301.5 KiB

Quantile statistics

Minimum	34
5-th percentile	1991.75
Q1	5633
median	10042
Q3	16658
95-th percentile	30320.25
Maximum	58564
Range	58530
Interquartile range (IQR)	11025

Descriptive statistics

Standard deviation	9051.1048
Coefficient of variation (CV)	0.73806145
Kurtosis	1.9611767
Mean	12263.349
Median Absolute Deviation (MAD)	5051
Skewness	1.3338282
Sum	4.7307093 × 10⁸
Variance	81922498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6515	32	0.1%
11200	31	0.1%
11197	26	0.1%
6720	25	0.1%
5600	23	0.1%
10918	22	0.1%
11164	22	0.1%
14289	22	0.1%
6718	20	0.1%
13264	20	0.1%
Other values (19515)	38333	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
36	1	< 0.1%
67	1	< 0.1%
70	2	< 0.1%
79	1	< 0.1%
84	1	< 0.1%
92	1	< 0.1%
97	1	< 0.1%
99	1	< 0.1%
103	1	< 0.1%

Value	Count	Frequency (%)
58564	1	< 0.1%
58480	1	< 0.1%
57835	1	< 0.1%
56849	1	< 0.1%
56663	1	< 0.1%
56199	1	< 0.1%
55907	1	< 0.1%
55769	1	< 0.1%
55139	1	< 0.1%
55106	1	< 0.1%

Auto

Heatmap
Table

	address_state	annual_income	dti	emp_length	grade	home_ownership	id	installment	int_rate	loan_amount	loan_status	member_id	purpose	sub_grade	term	total_acc	total_payment	verification_status
address_state	1.000	0.016	0.033	0.023	0.014	0.135	0.091	0.015	0.018	0.020	0.041	0.099	0.032	0.007	0.053	0.036	0.015	0.040
annual_income	0.016	1.000	-0.108	0.006	0.000	0.000	0.051	0.417	0.056	0.424	0.000	0.050	0.000	0.000	0.000	0.429	0.401	0.000
dti	0.033	-0.108	1.000	0.019	0.063	0.024	0.087	0.066	0.121	0.074	0.045	0.087	0.082	0.057	0.085	0.240	0.063	0.071
emp_length	0.023	0.006	0.019	1.000	0.017	0.132	0.056	0.045	0.024	0.054	0.041	0.056	0.036	0.018	0.116	0.074	0.047	0.084
grade	0.014	0.000	0.063	0.017	1.000	0.047	0.049	0.136	0.704	0.137	0.160	0.051	0.068	1.000	0.443	0.049	0.150	0.144
home_ownership	0.135	0.000	0.024	0.132	0.047	1.000	0.083	0.069	0.052	0.087	0.031	0.082	0.125	0.052	0.111	0.169	0.076	0.077
id	0.091	0.051	0.087	0.056	0.049	0.083	1.000	0.080	0.049	0.117	0.149	0.999	0.073	0.068	0.304	0.053	0.109	0.237
installment	0.015	0.417	0.066	0.045	0.136	0.069	0.080	1.000	0.249	0.957	0.060	0.080	0.113	0.122	0.147	0.245	0.873	0.276
int_rate	0.018	0.056	0.121	0.024	0.704	0.052	0.049	0.249	1.000	0.253	0.184	0.049	0.059	0.677	0.475	-0.068	0.234	0.167
loan_amount	0.020	0.424	0.074	0.054	0.137	0.087	0.117	0.957	0.253	1.000	0.110	0.116	0.116	0.124	0.363	0.272	0.888	0.318
loan_status	0.041	0.000	0.045	0.041	0.160	0.031	0.149	0.060	0.184	0.110	1.000	0.154	0.073	0.167	0.329	0.030	0.234	0.070
member_id	0.099	0.050	0.087	0.056	0.051	0.082	0.999	0.080	0.049	0.116	0.154	1.000	0.075	0.070	0.316	0.053	0.108	0.254
purpose	0.032	0.000	0.082	0.036	0.068	0.125	0.073	0.113	0.059	0.116	0.073	0.075	1.000	0.053	0.115	0.048	0.100	0.097
sub_grade	0.007	0.000	0.057	0.018	1.000	0.052	0.068	0.122	0.677	0.124	0.167	0.070	0.053	1.000	0.478	0.050	0.134	0.152
term	0.053	0.000	0.085	0.116	0.443	0.111	0.304	0.147	0.475	0.363	0.329	0.316	0.115	0.478	1.000	0.100	0.335	0.261
total_acc	0.036	0.429	0.240	0.074	0.049	0.169	0.053	0.245	-0.068	0.272	0.030	0.053	0.048	0.050	0.100	1.000	0.238	0.102
total_payment	0.015	0.401	0.063	0.047	0.150	0.076	0.109	0.873	0.234	0.888	0.234	0.108	0.100	0.134	0.335	0.238	1.000	0.287
verification_status	0.040	0.000	0.071	0.084	0.144	0.077	0.237	0.276	0.167	0.318	0.070	0.254	0.097	0.152	0.261	0.102	0.287	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	address_state	application_type	emp_length	grade	home_ownership	issue_date	last_credit_pull_date	last_payment_date	loan_status	next_payment_date	member_id	purpose	sub_grade	term	verification_status	annual_income	dti	installment	int_rate	loan_amount	total_acc	total_payment
0	1077430	GA	INDIVIDUAL	< 1 year	C	RENT	11-02-2021	13-09-2021	13-04-2021	Charged Off	13-05-2021	1314167	car	C4	60 months	Source Verified	30000.0	0.0100	59.83	0.1527	2500	4	1009
1	1072053	CA	INDIVIDUAL	9 years	E	RENT	01-01-2021	14-12-2021	15-01-2021	Fully Paid	15-02-2021	1288686	car	E1	36 months	Source Verified	48000.0	0.0535	109.43	0.1864	3000	4	3939
2	1069243	CA	INDIVIDUAL	4 years	C	RENT	05-01-2021	12-12-2021	09-01-2021	Charged Off	09-02-2021	1304116	car	C5	36 months	Not Verified	50000.0	0.2088	421.65	0.1596	12000	11	3522
3	1041756	TX	INDIVIDUAL	< 1 year	B	MORTGAGE	25-02-2021	12-12-2021	12-03-2021	Fully Paid	12-04-2021	1272024	car	B2	60 months	Source Verified	42000.0	0.0540	97.06	0.1065	4500	9	4911
4	1068350	IL	INDIVIDUAL	10+ years	A	MORTGAGE	01-01-2021	14-12-2021	15-01-2021	Fully Paid	15-02-2021	1302971	car	A1	36 months	Verified	83000.0	0.0231	106.53	0.0603	3500	28	3835
5	1062608	CA	INDIVIDUAL	3 years	C	RENT	17-07-2021	16-03-2021	12-08-2021	Fully Paid	12-09-2021	1294481	car	C3	36 months	Not Verified	28000.0	0.1260	275.96	0.1465	8000	11	8637
6	1067441	TX	INDIVIDUAL	10+ years	C	MORTGAGE	19-11-2021	14-06-2021	13-12-2021	Fully Paid	13-01-2022	1301833	car	C2	36 months	Verified	94800.0	0.2453	205.86	0.1427	6000	30	7218
7	1066424	PA	INDIVIDUAL	10+ years	A	OWN	11-06-2021	14-07-2021	14-07-2021	Fully Paid	14-08-2021	1291243	car	A4	36 months	Source Verified	59000.0	0.0665	172.10	0.0790	5500	23	6172
8	1065254	FL	INDIVIDUAL	10+ years	A	MORTGAGE	02-09-2021	15-06-2021	12-10-2021	Charged Off	12-11-2021	1299335	car	A5	36 months	Verified	116400.0	0.0394	762.08	0.0890	24000	31	8650
9	1064589	MI	INDIVIDUAL	10+ years	B	MORTGAGE	09-02-2021	16-03-2021	16-03-2021	Fully Paid	16-04-2021	1298401	car	B5	60 months	Not Verified	36000.0	0.1773	93.21	0.1269	4125	21	5551

	id	address_state	application_type	emp_length	grade	home_ownership	issue_date	last_credit_pull_date	last_payment_date	loan_status	next_payment_date	member_id	purpose	sub_grade	term	verification_status	annual_income	dti	installment	int_rate	loan_amount	total_acc	total_payment
38566	1007647	VA	INDIVIDUAL	1 year	C	RENT	11-11-2021	16-05-2021	16-05-2021	Current	16-06-2021	1234075	wedding	C1	60 months	Source Verified	72000.0	0.0117	345.08	0.1349	15000	7	18588
38567	1020423	GA	INDIVIDUAL	< 1 year	D	RENT	11-11-2021	16-05-2021	16-05-2021	Current	16-06-2021	1249198	wedding	D3	60 months	Source Verified	43500.0	0.0041	164.99	0.1727	6600	9	8890
38568	792945	IL	INDIVIDUAL	3 years	E	RENT	11-06-2021	16-05-2021	16-05-2021	Current	16-06-2021	997416	wedding	E2	60 months	Source Verified	57040.5	0.0496	512.13	0.1839	20000	20	29702
38569	844956	VA	INDIVIDUAL	2 years	G	RENT	11-08-2021	16-05-2021	16-05-2021	Current	16-06-2021	1056075	wedding	G1	60 months	Source Verified	150000.0	0.0888	113.50	0.2211	4100	29	6463
38570	841271	CT	INDIVIDUAL	1 year	D	MORTGAGE	11-08-2021	16-04-2021	16-05-2021	Current	16-06-2021	1051805	wedding	D2	60 months	Source Verified	56000.0	0.1200	291.76	0.1599	12000	18	16587
38571	803452	NJ	INDIVIDUAL	< 1 year	C	MORTGAGE	11-07-2021	16-05-2021	16-05-2021	Current	16-06-2021	992381	wedding	C1	60 months	Verified	100000.0	0.1986	551.64	0.1299	24250	33	31946
38572	970377	NY	INDIVIDUAL	8 years	C	RENT	11-10-2021	16-04-2021	16-05-2021	Current	16-06-2021	1192039	wedding	C1	60 months	Verified	50000.0	0.0458	579.72	0.1349	25200	18	31870
38573	875376	CA	INDIVIDUAL	5 years	D	RENT	11-09-2021	16-05-2021	16-05-2021	Current	16-06-2021	1089898	wedding	D5	60 months	Verified	65000.0	0.1734	627.93	0.1749	25000	20	35721
38574	972997	NY	INDIVIDUAL	5 years	D	RENT	11-10-2021	16-05-2021	16-05-2021	Current	16-06-2021	1194971	wedding	D5	60 months	Verified	368000.0	0.0009	612.72	0.1825	24000	9	33677
38575	682952	NY	INDIVIDUAL	4 years	F	RENT	11-07-2021	16-05-2021	16-05-2021	Current	16-06-2021	872217	wedding	F3	60 months	Verified	80000.0	0.0600	486.86	0.2099	18000	7	27679

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Math Symbol

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script